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        <h1>Coverage for <b>skf/api/chatbot/scripts/entity_classifier1.py</b> :
            <span class="pc_cov">80%</span>
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        <h2 class="stats">
            55 statements &nbsp;
            <span class="run shortkey_r button_toggle_run">44 run</span>
            <span class="mis show_mis shortkey_m button_toggle_mis">11 missing</span>
            <span class="exc show_exc shortkey_x button_toggle_exc">0 excluded</span>
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    <p id="t1" class="run"><span class="n"><a href="#t1">1</a></span><span class="t"><span class="key">import</span> <span class="nam">re</span>&nbsp;</span><span class="r"></span></p>
    <p id="t2" class="run"><span class="n"><a href="#t2">2</a></span><span class="t"><span class="key">from</span> <span class="nam">skf</span><span class="op">.</span><span class="nam">api</span><span class="op">.</span><span class="nam">chatbot</span><span class="op">.</span><span class="nam">scripts</span> <span class="key">import</span> <span class="nam">entity_reco</span>&nbsp;</span><span class="r"></span></p>
    <p id="t3" class="pln"><span class="n"><a href="#t3">3</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p id="t4" class="run"><span class="n"><a href="#t4">4</a></span><span class="t"><span class="nam">vulndict</span><span class="op">=</span><span class="nam">entity_reco</span><span class="op">.</span><span class="nam">entity_data</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p id="t5" class="run"><span class="n"><a href="#t5">5</a></span><span class="t"><span class="nam">vulndict</span> <span class="op">=</span>  <span class="op">{</span><span class="nam">k</span><span class="op">.</span><span class="nam">lower</span><span class="op">(</span><span class="op">)</span><span class="op">:</span> <span class="nam">v</span> <span class="key">for</span> <span class="nam">k</span><span class="op">,</span> <span class="nam">v</span> <span class="key">in</span> <span class="nam">vulndict</span><span class="op">.</span><span class="nam">items</span><span class="op">(</span><span class="op">)</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
    <p id="t6" class="run"><span class="n"><a href="#t6">6</a></span><span class="t"><span class="nam">punctuations</span> <span class="op">=</span> <span class="str">'''!()-[]{};:'"\,&lt;>./?@#$%^&amp;*_~'''</span>&nbsp;</span><span class="r"></span></p>
    <p id="t7" class="pln"><span class="n"><a href="#t7">7</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p id="t8" class="pln"><span class="n"><a href="#t8">8</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
    <p id="t9" class="run"><span class="n"><a href="#t9">9</a></span><span class="t"><span class="key">def</span> <span class="nam">entity_recognizer</span><span class="op">(</span><span class="nam">sentence</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t10" class="run"><span class="n"><a href="#t10">10</a></span><span class="t">    <span class="nam">listofWords</span> <span class="op">=</span> <span class="nam">re</span><span class="op">.</span><span class="nam">findall</span><span class="op">(</span><span class="str">r"[\w']+|[.,!?;]"</span><span class="op">,</span> <span class="nam">sentence</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p id="t11" class="run"><span class="n"><a href="#t11">11</a></span><span class="t">    <span class="nam">copyofWords</span><span class="op">=</span><span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t12" class="run"><span class="n"><a href="#t12">12</a></span><span class="t">    <span class="nam">customentitiesDict</span> <span class="op">=</span> <span class="op">{</span><span class="op">}</span>&nbsp;</span><span class="r"></span></p>
    <p id="t13" class="run"><span class="n"><a href="#t13">13</a></span><span class="t">    <span class="key">for</span> <span class="nam">l</span> <span class="key">in</span> <span class="nam">listofWords</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t14" class="run"><span class="n"><a href="#t14">14</a></span><span class="t">        <span class="nam">copyofWords</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">l</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p id="t15" class="run"><span class="n"><a href="#t15">15</a></span><span class="t">    <span class="nam">originalpos3</span> <span class="op">=</span><span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t16" class="pln"><span class="n"><a href="#t16">16</a></span><span class="t">    <span class="com">#trigram</span>&nbsp;</span><span class="r"></span></p>
    <p id="t17" class="run"><span class="n"><a href="#t17">17</a></span><span class="t">    <span class="nam">i</span><span class="op">=</span><span class="op">-</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p id="t18" class="run"><span class="n"><a href="#t18">18</a></span><span class="t">    <span class="nam">j</span><span class="op">=</span><span class="op">-</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p id="t19" class="run"><span class="n"><a href="#t19">19</a></span><span class="t">    <span class="key">while</span><span class="op">(</span><span class="nam">i</span><span class="op">&lt;</span><span class="nam">len</span><span class="op">(</span><span class="nam">listofWords</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t20" class="run"><span class="n"><a href="#t20">20</a></span><span class="t">        <span class="nam">i</span><span class="op">=</span><span class="nam">i</span><span class="op">+</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p id="t21" class="run"><span class="n"><a href="#t21">21</a></span><span class="t">        <span class="nam">j</span><span class="op">=</span><span class="nam">j</span><span class="op">+</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p id="t22" class="run"><span class="n"><a href="#t22">22</a></span><span class="t">        <span class="nam">originalpos3</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">i</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p id="t23" class="run"><span class="n"><a href="#t23">23</a></span><span class="t">        <span class="key">if</span> <span class="op">(</span><span class="nam">i</span> <span class="op">&lt;</span><span class="nam">len</span><span class="op">(</span><span class="nam">listofWords</span><span class="op">)</span><span class="op">-</span><span class="num">2</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t24" class="run"><span class="n"><a href="#t24">24</a></span><span class="t">            <span class="nam">s3</span> <span class="op">=</span> <span class="nam">listofWords</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">+</span><span class="str">' '</span><span class="op">+</span><span class="nam">listofWords</span><span class="op">[</span><span class="nam">i</span><span class="op">+</span><span class="num">1</span><span class="op">]</span><span class="op">+</span><span class="str">' '</span><span class="op">+</span><span class="nam">listofWords</span><span class="op">[</span><span class="nam">i</span><span class="op">+</span><span class="num">2</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t25" class="run"><span class="n"><a href="#t25">25</a></span><span class="t">            <span class="key">if</span> <span class="op">(</span><span class="nam">s3</span> <span class="key">in</span> <span class="nam">vulndict</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t26" class="mis show_mis"><span class="n"><a href="#t26">26</a></span><span class="t">                <span class="nam">originalpos3</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p id="t27" class="mis show_mis"><span class="n"><a href="#t27">27</a></span><span class="t">                <span class="nam">customentitiesDict</span><span class="op">[</span><span class="nam">i</span><span class="op">,</span><span class="nam">i</span><span class="op">+</span><span class="num">1</span><span class="op">,</span><span class="nam">i</span><span class="op">+</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="nam">s3</span>&nbsp;</span><span class="r"></span></p>
    <p id="t28" class="mis show_mis"><span class="n"><a href="#t28">28</a></span><span class="t">                <span class="nam">copyofWords</span><span class="op">[</span><span class="nam">j</span><span class="op">:</span><span class="nam">j</span><span class="op">+</span><span class="num">3</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span><span class="nam">vulndict</span><span class="op">[</span><span class="nam">s3</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t29" class="mis show_mis"><span class="n"><a href="#t29">29</a></span><span class="t">                <span class="nam">i</span><span class="op">=</span><span class="nam">i</span><span class="op">+</span><span class="num">2</span>&nbsp;</span><span class="r"></span></p>
    <p id="t30" class="mis show_mis"><span class="n"><a href="#t30">30</a></span><span class="t">                <span class="nam">originalpos3</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">i</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p id="t31" class="run"><span class="n"><a href="#t31">31</a></span><span class="t">    <span class="nam">i</span><span class="op">=</span><span class="op">-</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p id="t32" class="run"><span class="n"><a href="#t32">32</a></span><span class="t">    <span class="nam">j</span><span class="op">=</span><span class="op">-</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p id="t33" class="run"><span class="n"><a href="#t33">33</a></span><span class="t">    <span class="nam">copyofWords2</span>  <span class="op">=</span><span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t34" class="run"><span class="n"><a href="#t34">34</a></span><span class="t">    <span class="nam">originalpos2</span> <span class="op">=</span> <span class="op">[</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t35" class="run"><span class="n"><a href="#t35">35</a></span><span class="t">    <span class="key">for</span> <span class="nam">w</span> <span class="key">in</span> <span class="nam">copyofWords</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t36" class="run"><span class="n"><a href="#t36">36</a></span><span class="t">        <span class="nam">copyofWords2</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">w</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p id="t37" class="run"><span class="n"><a href="#t37">37</a></span><span class="t">    <span class="key">while</span><span class="op">(</span><span class="nam">i</span><span class="op">&lt;</span><span class="nam">len</span><span class="op">(</span><span class="nam">copyofWords</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t38" class="run"><span class="n"><a href="#t38">38</a></span><span class="t">        <span class="nam">i</span><span class="op">=</span><span class="nam">i</span><span class="op">+</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p id="t39" class="run"><span class="n"><a href="#t39">39</a></span><span class="t">        <span class="nam">j</span><span class="op">=</span><span class="nam">j</span><span class="op">+</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p id="t40" class="run"><span class="n"><a href="#t40">40</a></span><span class="t">        <span class="nam">originalpos2</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">originalpos3</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p id="t41" class="run"><span class="n"><a href="#t41">41</a></span><span class="t">        <span class="key">if</span> <span class="nam">i</span><span class="op">&lt;</span><span class="nam">len</span><span class="op">(</span><span class="nam">copyofWords</span><span class="op">)</span><span class="op">-</span><span class="num">1</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t42" class="run"><span class="n"><a href="#t42">42</a></span><span class="t">            <span class="nam">s2</span> <span class="op">=</span> <span class="nam">copyofWords</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">+</span><span class="str">' '</span><span class="op">+</span><span class="nam">copyofWords</span><span class="op">[</span><span class="nam">i</span><span class="op">+</span><span class="num">1</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t43" class="run"><span class="n"><a href="#t43">43</a></span><span class="t">            <span class="key">if</span> <span class="nam">s2</span> <span class="key">in</span> <span class="nam">vulndict</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t44" class="mis show_mis"><span class="n"><a href="#t44">44</a></span><span class="t">                <span class="nam">originalpos2</span><span class="op">.</span><span class="nam">pop</span><span class="op">(</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p id="t45" class="mis show_mis"><span class="n"><a href="#t45">45</a></span><span class="t">                <span class="nam">customentitiesDict</span><span class="op">[</span><span class="nam">originalpos3</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">,</span><span class="nam">originalpos3</span><span class="op">[</span><span class="nam">i</span><span class="op">+</span><span class="num">1</span><span class="op">]</span><span class="op">]</span> <span class="op">=</span> <span class="nam">s2</span>&nbsp;</span><span class="r"></span></p>
    <p id="t46" class="mis show_mis"><span class="n"><a href="#t46">46</a></span><span class="t">                <span class="nam">copyofWords2</span><span class="op">[</span><span class="nam">j</span><span class="op">:</span><span class="nam">j</span><span class="op">+</span><span class="num">2</span><span class="op">]</span> <span class="op">=</span> <span class="op">[</span><span class="nam">vulndict</span><span class="op">[</span><span class="nam">s2</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t47" class="mis show_mis"><span class="n"><a href="#t47">47</a></span><span class="t">                <span class="nam">i</span><span class="op">=</span><span class="nam">i</span><span class="op">+</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p id="t48" class="mis show_mis"><span class="n"><a href="#t48">48</a></span><span class="t">                <span class="nam">originalpos2</span><span class="op">.</span><span class="nam">append</span><span class="op">(</span><span class="nam">originalpos3</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">)</span>&nbsp;</span><span class="r"></span></p>
    <p id="t49" class="run"><span class="n"><a href="#t49">49</a></span><span class="t">    <span class="nam">i</span><span class="op">=</span><span class="num">0</span>&nbsp;</span><span class="r"></span></p>
    <p id="t50" class="run"><span class="n"><a href="#t50">50</a></span><span class="t">    <span class="key">while</span> <span class="op">(</span><span class="nam">i</span><span class="op">&lt;</span><span class="nam">len</span><span class="op">(</span><span class="nam">copyofWords2</span><span class="op">)</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t51" class="run"><span class="n"><a href="#t51">51</a></span><span class="t">        <span class="key">if</span> <span class="nam">copyofWords2</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="key">in</span> <span class="nam">vulndict</span><span class="op">.</span><span class="nam">keys</span><span class="op">(</span><span class="op">)</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t52" class="run"><span class="n"><a href="#t52">52</a></span><span class="t">            <span class="nam">customentitiesDict</span><span class="op">[</span><span class="nam">originalpos2</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span><span class="op">=</span> <span class="nam">copyofWords2</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t53" class="run"><span class="n"><a href="#t53">53</a></span><span class="t">            <span class="nam">copyofWords2</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span> <span class="op">=</span> <span class="nam">vulndict</span><span class="op">[</span><span class="nam">copyofWords2</span><span class="op">[</span><span class="nam">i</span><span class="op">]</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t54" class="run"><span class="n"><a href="#t54">54</a></span><span class="t">        <span class="nam">i</span><span class="op">=</span><span class="nam">i</span><span class="op">+</span><span class="num">1</span>&nbsp;</span><span class="r"></span></p>
    <p id="t55" class="run"><span class="n"><a href="#t55">55</a></span><span class="t">    <span class="key">for</span> <span class="nam">x</span> <span class="key">in</span> <span class="nam">customentitiesDict</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t56" class="run"><span class="n"><a href="#t56">56</a></span><span class="t">        <span class="nam">y</span><span class="op">=</span><span class="nam">customentitiesDict</span><span class="op">[</span><span class="nam">x</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t57" class="run"><span class="n"><a href="#t57">57</a></span><span class="t">        <span class="key">if</span> <span class="nam">y</span><span class="op">==</span><span class="str">""</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t58" class="mis show_mis"><span class="n"><a href="#t58">58</a></span><span class="t">           <span class="key">return</span> <span class="key">None</span>&nbsp;</span><span class="r"></span></p>
    <p id="t59" class="pln"><span class="n"><a href="#t59">59</a></span><span class="t">        <span class="key">else</span><span class="op">:</span>&nbsp;</span><span class="r"></span></p>
    <p id="t60" class="run"><span class="n"><a href="#t60">60</a></span><span class="t">           <span class="key">return</span> <span class="nam">vulndict</span><span class="op">[</span><span class="nam">y</span><span class="op">]</span>&nbsp;</span><span class="r"></span></p>
    <p id="t61" class="pln"><span class="n"><a href="#t61">61</a></span><span class="t">&nbsp;</span><span class="r"></span></p>
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